Adversarial Example

Optimizing Information Loss Towards Robust Neural Networks

Authors: Philip Sperl, Konstantin Böttinger | Published: 2020-08-07 | Updated: 2020-09-29
Information-Theoretic Approach
Adversarial Example
Adversarial Attack Methods
2020.08.07 2025.05.28
Literature Database

Robust Deep Reinforcement Learning through Adversarial Loss

Authors: Tuomas Oikarinen, Wang Zhang, Alexandre Megretski, Luca Daniel, Tsui-Wei Weng | Published: 2020-08-05 | Updated: 2021-11-10
Poisoning
Reinforcement Learning
Adversarial Example
2020.08.05 2025.05.28
Literature Database

TREND: Transferability based Robust ENsemble Design

Authors: Deepak Ravikumar, Sangamesh Kodge, Isha Garg, Kaushik Roy | Published: 2020-08-04 | Updated: 2021-03-30
Adversarial Example
Adversarial attack
Transfer Learning
2020.08.04 2025.05.28
Literature Database

TEAM: We Need More Powerful Adversarial Examples for DNNs

Authors: Yaguan Qian, Ximin Zhang, Bin Wang, Wei Li, Zhaoquan Gu, Haijiang Wang, Wassim Swaileh | Published: 2020-07-31 | Updated: 2020-08-10
Attack Method
Adversarial Example
Computational Efficiency
2020.07.31 2025.05.28
Literature Database

Reachable Sets of Classifiers and Regression Models: (Non-)Robustness Analysis and Robust Training

Authors: Anna-Kathrin Kopetzki, Stephan Günnemann | Published: 2020-07-28 | Updated: 2021-05-12
Performance Evaluation
Adversarial Example
Computational Efficiency
2020.07.28 2025.05.28
Literature Database

Derivation of Information-Theoretically Optimal Adversarial Attacks with Applications to Robust Machine Learning

Authors: Jirong Yi, Raghu Mudumbai, Weiyu Xu | Published: 2020-07-28
Attack Method
Adversarial Example
Adversarial Perturbation Techniques
2020.07.28 2025.05.28
Literature Database

Provably Robust Adversarial Examples

Authors: Dimitar I. Dimitrov, Gagandeep Singh, Timon Gehr, Martin Vechev | Published: 2020-07-23 | Updated: 2022-03-17
Performance Evaluation
Adversarial Example
Deep Learning
2020.07.23 2025.05.28
Literature Database

Security and Machine Learning in the Real World

Authors: Ivan Evtimov, Weidong Cui, Ece Kamar, Emre Kiciman, Tadayoshi Kohno, Jerry Li | Published: 2020-07-13
Security Analysis
Attack Method
Adversarial Example
2020.07.13 2025.05.28
Literature Database

ManiGen: A Manifold Aided Black-box Generator of Adversarial Examples

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah, Abdulelah Algosaibi, Adel Aldalbahi, Mohammed Alaneem, Abdulaziz Alhumam, Mohammed Anan | Published: 2020-07-11
Attack Method
Adversarial Example
Defense Mechanism
2020.07.11 2025.05.28
Literature Database

Generating Adversarial Inputs Using A Black-box Differential Technique

Authors: João Batista Pereira Matos Juúnior, Lucas Carvalho Cordeiro, Marcelo d'Amorim, Xiaowei Huang | Published: 2020-07-10
Performance Evaluation
Attack Method
Adversarial Example
2020.07.10 2025.05.28
Literature Database
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